{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 卷积模块介绍\n",
    "前面我们介绍了卷积网络的基本知识，其在计算机视觉领域被应用得非常广泛，那么常见的卷机网络中用到的模块能够使用 pytorch 非常轻松地实现，下面我们来讲一下 pytorch 中的卷积模块"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 卷积\n",
    "卷积在 pytorch 中有两种方式，一种是 `torch.nn.Conv2d()`，一种是 `torch.nn.functional.conv2d()`，这两种形式本质都是使用一个卷积操作\n",
    "\n",
    "这两种形式的卷积对于输入的要求都是一样的，首先需要输入是一个 `torch.autograd.Variable()` 的类型，大小是 (batch, channel, H, W)，其中 batch 表示输入的一批数据的数目，第二个是输入的通道数，一般一张彩色的图片是 3，灰度图是 1，而卷积网络过程中的通道数比较大，会出现几十到几百的通道数，H 和 W 表示输入图片的高度和宽度，比如一个 batch 是 32 张图片，每张图片是 3 通道，高和宽分别是 50 和 100，那么输入的大小就是 (32, 3, 50, 100)\n",
    "\n",
    "下面举例来说明一下这两种卷积方式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import torch\n",
    "from torch import nn\n",
    "from torch.autograd import Variable\n",
    "import torch.nn.functional as F\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "im = Image.open('./cat.png').convert('L') # 读入一张灰度图的图片\n",
    "im = np.array(im, dtype='float32') # 将其转换为一个矩阵"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x108634c88>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ynvNmCsHKN1gnPOtYkHuR53A6nQo9/NIpBeCmSkHfpv9JJwmctrpoRDnUst10hKATNtKh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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1085a9400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化图片\n",
    "plt.imshow(im.astype('uint8'), cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# 将图片矩阵转化为 pytorch tensor，并适配卷积输入的要求\n",
    "im = torch.from_numpy(im.reshape((1, 1, im.shape[0], im.shape[1]))) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面我们定义一个算子对其进行轮廓检测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# 使用 nn.Conv2d\n",
    "conv1 = nn.Conv2d(1, 1, 3, bias=False) # 定义卷积\n",
    "\n",
    "sobel_kernel = np.array([[-1, -1, -1], [-1, 8, -1], [-1, -1, -1]], dtype='float32') # 定义轮廓检测算子\n",
    "sobel_kernel = sobel_kernel.reshape((1, 1, 3, 3)) # 适配卷积的输入输出\n",
    "conv1.weight.data = torch.from_numpy(sobel_kernel) # 给卷积的 kernel 赋值\n",
    "\n",
    "edge1 = conv1(Variable(im)) # 作用在图片上\n",
    "edge1 = edge1.data.squeeze().numpy() # 将输出转换为图片的格式"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面我们可视化边缘检测之后的结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x109a4a128>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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eHubLX/4yZ8+eVf0q8SC//OUvGRoaYseOHdx7771cuXKFhYUFGhsbVRFcEeKJ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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109952240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(edge1, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x10a103eb8>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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eHubLX/4yZ8+eVf0q8SC//OUvGRoaYseOHdx7771cuXKFhYUFGhsbVRFcEeKJ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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109a972e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用 F.conv2d\n",
    "sobel_kernel = np.array([[-1, -1, -1], [-1, 8, -1], [-1, -1, -1]], dtype='float32') # 定义轮廓检测算子\n",
    "sobel_kernel = sobel_kernel.reshape((1, 1, 3, 3)) # 适配卷积的输入输出\n",
    "weight = Variable(torch.from_numpy(sobel_kernel))\n",
    "\n",
    "edge2 = F.conv2d(Variable(im), weight) # 作用在图片上\n",
    "edge2 = edge2.data.squeeze().numpy() # 将输出转换为图片的格式\n",
    "plt.imshow(edge2, cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到两种形式能够得到相同的效果，不同的地方相信你也看到了，使用 `nn.Conv2d()` 相当于直接定义了一层卷积网络结构，而使用 `torch.nn.functional.conv2d()` 相当于定义了一个卷积的操作，所以使用后者需要再额外去定义一个 weight，而且这个 weight 也必须是一个 Variable，而使用 `nn.Conv2d()` 则会帮我们默认定义一个随机初始化的 weight，如果我们需要修改，那么取出其中的值对其修改，如果不想修改，那么可以直接使用这个默认初始化的值，非常方便\n",
    "\n",
    "**实际使用中我们基本都使用 `nn.Conv2d()` 这种形式**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 池化层\n",
    "卷积网络中另外一个非常重要的结构就是池化，这是利用了图片的下采样不变性，即一张图片变小了还是能够看出了这张图片的内容，而使用池化层能够将图片大小降低，非常好地提高了计算效率，同时池化层也没有参数。池化的方式有很多种，比如最大值池化，均值池化等等，在卷积网络中一般使用最大值池化。\n",
    "\n",
    "在 pytorch 中最大值池化的方式也有两种，一种是 `nn.MaxPool2d()`，一种是 `torch.nn.functional.max_pool2d()`，他们对于图片的输入要求跟卷积对于图片的输入要求是一样了，就不再赘述，下面我们也举例说明"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "before max pool, image shape: 224 x 224\n",
      "after max pool, image shape: 112 x 112 \n"
     ]
    }
   ],
   "source": [
    "# 使用 nn.MaxPool2d\n",
    "pool1 = nn.MaxPool2d(2, 2)\n",
    "print('before max pool, image shape: {} x {}'.format(im.shape[2], im.shape[3]))\n",
    "small_im1 = pool1(Variable(im))\n",
    "small_im1 = small_im1.data.squeeze().numpy()\n",
    "print('after max pool, image shape: {} x {} '.format(small_im1.shape[0], small_im1.shape[1]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到图片的大小减小了一半，那么图片是不是变了呢？我们可以可视化一下"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x10a5867f0>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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wmDVrViWh0SV4UV/mECsB4+M94p2FxfDsCPt292/GzjOH7aBX2bx5c9V/2CpO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\nDZRFoaCgoIH/D6wrIj2H7thAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a4c84e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(small_im1, cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到图片几乎没有变化，说明池化层只是减小了图片的尺寸，并不会影响图片的内容"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "before max pool, image shape: 224 x 224\n",
      "after max pool, image shape: 112 x 112 \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x10a6ac898>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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wmDVrViWh0SV4UV/mECsB4+M94p2FxfDsCPt292/GzjOH7aBX2bx5c9V/2CpO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\nUNBAWRQKCgoa6KVF4fzJ7sAoKH0bH0rfxo5J71fP6BQKCgp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      "text/plain": [
       "<matplotlib.figure.Figure at 0x109f94b70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# F.max_pool2d\n",
    "print('before max pool, image shape: {} x {}'.format(im.shape[2], im.shape[3]))\n",
    "small_im2 = F.max_pool2d(Variable(im), 2, 2)\n",
    "small_im2 = small_im2.data.squeeze().numpy()\n",
    "print('after max pool, image shape: {} x {} '.format(small_im1.shape[0], small_im1.shape[1]))\n",
    "plt.imshow(small_im2, cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**跟卷积层一样，实际使用中，我们一般使用 `nn.MaxPool2d()`**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "以上我们介绍了如何在 pytorch 中使用卷积网络中的卷积模块和池化模块，接下来我们会开始讲卷积网络中几个非常著名的网络结构"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "mx",
   "language": "python",
   "name": "mx"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
